"""simple docstring"""


from ...configuration_utils import PretrainedConfig
from ...utils import logging


a				=logging.get_logger(__name__)

a				={
    'google/realm-cc-news-pretrained-embedder': (
        'https://huggingface.co/google/realm-cc-news-pretrained-embedder/resolve/main/config.json'
    ),
    'google/realm-cc-news-pretrained-encoder': (
        'https://huggingface.co/google/realm-cc-news-pretrained-encoder/resolve/main/config.json'
    ),
    'google/realm-cc-news-pretrained-scorer': (
        'https://huggingface.co/google/realm-cc-news-pretrained-scorer/resolve/main/config.json'
    ),
    'google/realm-cc-news-pretrained-openqa': (
        'https://huggingface.co/google/realm-cc-news-pretrained-openqa/aresolve/main/config.json'
    ),
    'google/realm-orqa-nq-openqa': 'https://huggingface.co/google/realm-orqa-nq-openqa/resolve/main/config.json',
    'google/realm-orqa-nq-reader': 'https://huggingface.co/google/realm-orqa-nq-reader/resolve/main/config.json',
    'google/realm-orqa-wq-openqa': 'https://huggingface.co/google/realm-orqa-wq-openqa/resolve/main/config.json',
    'google/realm-orqa-wq-reader': 'https://huggingface.co/google/realm-orqa-wq-reader/resolve/main/config.json',
    # See all REALM models at https://huggingface.co/models?filter=realm
}






class   __UpperCAmelCase		(      __lowerCAmelCase      ):
				A__ :  Any    				=			'''realm'''

				def __init__( self      ,					_lowerCamelCase=30522      ,					_lowerCamelCase=768      ,					_lowerCamelCase=128      ,					_lowerCamelCase=12      ,					_lowerCamelCase=12      ,					_lowerCamelCase=8      ,					_lowerCamelCase=3072      ,					_lowerCamelCase="gelu_new"      ,					_lowerCamelCase=0.1      ,					_lowerCamelCase=0.1      ,					_lowerCamelCase=512      ,					_lowerCamelCase=2      ,					_lowerCamelCase=0.0_2      ,					_lowerCamelCase=1E-12      ,					_lowerCamelCase=256      ,					_lowerCamelCase=10      ,					_lowerCamelCase=1E-3      ,					_lowerCamelCase=5      ,					_lowerCamelCase=320      ,					_lowerCamelCase=13353718      ,					_lowerCamelCase=5000      ,					_lowerCamelCase=1      ,					_lowerCamelCase=0      ,					_lowerCamelCase=2      ,					**_lowerCamelCase      ,					):
										super().__init__(pad_token_id=_lowerCamelCase      ,					bos_token_id=_lowerCamelCase      ,					eos_token_id=_lowerCamelCase      ,					**_lowerCamelCase )

										# Common config
										lowerCamelCase__   =vocab_size
										lowerCamelCase__   =max_position_embeddings
										lowerCamelCase__   =hidden_size
										lowerCamelCase__   =retriever_proj_size
										lowerCamelCase__   =num_hidden_layers
										lowerCamelCase__   =num_attention_heads
										lowerCamelCase__   =num_candidates
										lowerCamelCase__   =intermediate_size
										lowerCamelCase__   =hidden_act
										lowerCamelCase__   =hidden_dropout_prob
										lowerCamelCase__   =attention_probs_dropout_prob
										lowerCamelCase__   =initializer_range
										lowerCamelCase__   =type_vocab_size
										lowerCamelCase__   =layer_norm_eps

										# Reader config
										lowerCamelCase__   =span_hidden_size
										lowerCamelCase__   =max_span_width
										lowerCamelCase__   =reader_layer_norm_eps
										lowerCamelCase__   =reader_beam_size
										lowerCamelCase__   =reader_seq_len

										# Retrieval config
										lowerCamelCase__   =num_block_records
										lowerCamelCase__   =searcher_beam_size



"""simple docstring"""


from collections.abc import Callable
from math import pi, sqrt
from random import uniform
from statistics import mean





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   List[Any]:




						'''simple docstring'''



						def is_in_circle(__lowerCAmelCase  ,       __lowerCAmelCase							) -> bool:
												lowerCamelCase__   =sqrt((x**2) + (y**2)							)
												# Our circle has a radius of 1, so a distance
												# greater than 1 would land outside the circle.
												return distance_from_centre <= 1

						# The proportion of guesses that landed in the circle
						lowerCamelCase__   =mean(
						    int(is_in_circle(uniform(-1.0  ,       1.0							)  ,       uniform(-1.0  ,       1.0							)							)							)
						    for _ in range(__lowerCAmelCase							)							)
						# The ratio of the area for circle to square is pi/4.
						lowerCamelCase__   =proportion * 4
						print(F'''The estimated value of pi is {pi_estimate}'''							)
						print(F'''The numpy value of pi is {pi}'''							)
						print(F'''The total error is {abs(pi - pi_estimate							)}'''							)





def      lowerCamelCase_					(   __lowerCAmelCase  ,       __lowerCAmelCase  ,       __lowerCAmelCase = 0.0  ,       __lowerCAmelCase = 1.0  ,       )				->   float:




						'''simple docstring'''



						return mean(
						    function_to_integrate(uniform(__lowerCAmelCase  ,       __lowerCAmelCase							)							) for _ in range(__lowerCAmelCase							)							) * (max_value - min_value)





def      lowerCamelCase_					(   __lowerCAmelCase  ,       __lowerCAmelCase = 0.0  ,       __lowerCAmelCase = 1.0							)				->   None:




						'''simple docstring'''



						def identity_function(__lowerCAmelCase							) -> float:
												return x

						lowerCamelCase__   =area_under_curve_estimator(
						    __lowerCAmelCase  ,       __lowerCAmelCase  ,       __lowerCAmelCase  ,       __lowerCAmelCase							)
						lowerCamelCase__   =(max_value * max_value - min_value * min_value) / 2

						print("******************"							)
						print(F'''Estimating area under y=x where x varies from {min_value} to {max_value}'''							)
						print(F'''Estimated value is {estimated_value}'''							)
						print(F'''Expected value is {expected_value}'''							)
						print(F'''Total error is {abs(estimated_value - expected_value							)}'''							)
						print("******************"							)





def      lowerCamelCase_					(   __lowerCAmelCase							)				->   None:




						'''simple docstring'''



						def function_to_integrate(__lowerCAmelCase							) -> float:
												return sqrt(4.0 - x * x							)

						lowerCamelCase__   =area_under_curve_estimator(
						    __lowerCAmelCase  ,       __lowerCAmelCase  ,       0.0  ,       2.0							)

						print("******************"							)
						print("Estimating pi using area_under_curve_estimator"							)
						print(F'''Estimated value is {estimated_value}'''							)
						print(F'''Expected value is {pi}'''							)
						print(F'''Total error is {abs(estimated_value - pi							)}'''							)
						print("******************"							)


if __name__ == "__main__":
	import doctest

	doctest.testmod()


